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#machine learning Preprint Sep 2026

PROACT-Agent: Progressive Runtime Oversight and Active Circuit-breaking for Real-Time Safety

The transition from Large Language Models (LLMs) to agents shifts safety stakes from toxic text to irreversible environmental harm. While current defenses remain largely retrospective, proactive runtime intervention is bottlenecked by the lack of large-scale, causally-consistent data. We propose PROACT-Agent, a framewo...

Ding Jia, Wei Liu, Xiang-Long Du et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Recoverability as a System Primitive for Long-Horizon AI Agents

AI agents can be interrupted while editing files, calling tools, or carrying out multi-step tasks. Restarting repeats completed work, but continuing from unverified or outdated progress can carry earlier errors forward. A saved state is not necessarily a suitable place to resume. We introduce recoverability as a system...

Zhi-Hui Zhang, Wei Liu · 0 citations

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